Data Scientist 4
Core
Senior Data Scientist building physics-aware machine learning models, surrogate models, and optimization workflows for semiconductor fabrication simulations.
Role type
Senior IC data scientist (scientific machine learning)
Builds
Surrogate models, virtual twins, and optimization workflows for semiconductor process simulations
Domain
Semiconductor manufacturing / Computational physics / Machine Learning
Deliverable
production ML models
Required skills
Python, machine learning, statistical analysis, Bayesian optimization, active learning, surrogate modeling, physics-aware ML, numerical simulation data handling
Preferred skills
Semiconductor industry experience, multi-physics solvers, HPC environments, workload schedulers (SLURM)
Responsibilities
Build and scale physics-aware ML models; apply data science methods to simulated and experimental datasets; implement optimization algorithms; run simulations to generate training data; write production-quality Python code; collaborate with physicists and engineers
Seniority
Senior, hands-on IC